{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b07b0a31",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from matplotlib import pyplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "9342ed00",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format='retina'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "7e597ea8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('../')\n",
    "\n",
    "from track1_baseline_faiss.parse_results import parse_result_file, find_latest_version"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "702544bb",
   "metadata": {},
   "source": [
    "# with run logs"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db0a4a75",
   "metadata": {},
   "source": [
    "Here we compare the QPS for the single machine with 1B vectors setting and the 2 machines with 500M setting."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "00be8b94",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 440,
       "width": 666
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "di = 0\n",
    "pyplot.gcf().set_size_inches(11, 7)\n",
    "for dsname in \"bigann-1B deep-1B msspacev-1B msturing-1B\".split():\n",
    "    \n",
    "    di += 1\n",
    "    pyplot.subplot(2, 2, di)\n",
    "    \n",
    "    # the PQ 4-bit code does not expose enough statistics to do this computation\n",
    "    for t in \"PQ8bit\", : # \"PQ4bit\": \n",
    "        \n",
    "        suf = \"PQ64\" if t == \"PQ8bit\" else \"PQ128x4fsr\"\n",
    "    \n",
    "        indexkey, res, keys, stats = parse_result_file(find_latest_version(\n",
    "            f\"../logs/{dsname}.IVF1M_2level_{suf}.b.log\"))\n",
    "\n",
    "        r10 = res[:, 0]\n",
    "\n",
    "        # simulate QPS w/ 2 shards \n",
    "        t_per_q = res[:, 1]\n",
    "        # coarse quantization time\n",
    "        quant_time = t_per_q * res[:, 3] / 100 \n",
    "        # half the time to scan inverted lists \n",
    "        simulated_t = (t_per_q - quant_time) * 0.5 + quant_time\n",
    "\n",
    "        qps = 1000 / simulated_t \n",
    "\n",
    "        pyplot.semilogy(r10, qps, label=\"2x500M, 64 bytes \")\n",
    "\n",
    "        suf = \"PQ32\" if t == \"PQ8bit\" else \"PQ64x4fsr\"\n",
    "        indexkey, res, keys, stats = parse_result_file(find_latest_version(\n",
    "            f\"../logs/{dsname}.IVF1M_2level_{suf}.b.log\"))\n",
    "                \n",
    "        r10 = res[:, 0]\n",
    "        # * 2 = we have two machines\n",
    "        qps = 1000 / res[:, 1] * 2\n",
    "\n",
    "        pyplot.semilogy(r10, qps, label=\"1x1B, 32 bytes\")\n",
    "\n",
    "    pyplot.title(dsname)\n",
    "    if di >=3: \n",
    "        pyplot.xlabel(\"inter @ 10\")\n",
    "    pyplot.ylabel(\"QPS\")\n",
    "    pyplot.legend()\n",
    "    pyplot.grid()\n",
    "    # pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e22b90ec",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
